{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 6: Poisson equation\n",
    "\n",
    "In the previous example we have seen how to solve the steady-state Laplace equation with a prescribed boundary condition and BCs that contain derivatives (Neumann BC). For this we used a pseudo-timestepping to illustrate the use of two explicit data symbols of type `Function` to derive at a steady state. In this example we are going to solve the Poisson equation (step 10 of the original tutorial series) with an initial condition to demonstrate how we can combine time-dependent functions of type `TimeFunction` with time-constant `Function` symbols. We will again implement a Python-driven outer loop for the diffusion kernel, before demonstrating how we can change the expression defining our operator to internalize the pseudo-timestepping and thus get the full performance advantage of compiled kernel loops.\n",
    "\n",
    "Our governing equation is the Poisson equation with a souce term as the RHS:\n",
    "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = b$$\n",
    "\n",
    "Discretizing and rearranging our stencil expression yields\n",
    "$$p_{i,j}^{n}=\\frac{(p_{i+1,j}^{n}+p_{i-1,j}^{n})\\Delta y^2+(p_{i,j+1}^{n}+p_{i,j-1}^{n})\\Delta x^2-b_{i,j}^{n}\\Delta x^2\\Delta y^2}{2(\\Delta x^2+\\Delta y^2)}$$\n",
    "\n",
    "The key difference to the Laplace example in the previous tutorial is that this example has simple Dirichlet boundary conditions $p = 0$ on all boundaries and is instead driven by the source term $b$ defined as\n",
    "\n",
    "$b_{i,j}=100$ at $i=nx/4, j=ny/4$\n",
    "\n",
    "$b_{i,j}=-100$ at $i=nx*3/4, j=3/4 ny$\n",
    "\n",
    "$b_{i,j}=0$ everywhere else.\n",
    "\n",
    "And of course, we will demonstrate the original example first using pure NumPy notation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from examples.cfd import plot_field, init_hat\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "# Some variable declarations\n",
    "nx = 50\n",
    "ny = 50\n",
    "nt  = 100\n",
    "xmin = 0.\n",
    "xmax = 2.\n",
    "ymin = 0.\n",
    "ymax = 1.\n",
    "\n",
    "dx = (xmax - xmin) / (nx - 1)\n",
    "dy = (ymax - ymin) / (ny - 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Initialization\n",
    "p  = np.zeros((nx, ny))\n",
    "pd = np.zeros((nx, ny))\n",
    "b  = np.zeros((nx, ny))\n",
    "\n",
    "# Source\n",
    "b[int(nx / 4), int(ny / 4)]  = 100\n",
    "b[int(3 * nx / 4), int(3 * ny / 4)] = -100\n",
    "\n",
    "for it in range(nt):\n",
    "    pd = p.copy()\n",
    "    p[1:-1,1:-1] = (((pd[1:-1, 2:] + pd[1:-1, :-2]) * dy**2 +\n",
    "                    (pd[2:, 1:-1] + pd[:-2, 1:-1]) * dx**2 -\n",
    "                    b[1:-1, 1:-1] * dx**2 * dy**2) / \n",
    "                    (2 * (dx**2 + dy**2)))\n",
    "\n",
    "    p[0, :] = 0\n",
    "    p[nx-1, :] = 0\n",
    "    p[:, 0] = 0\n",
    "    p[:, ny-1] = 0\n",
    "    \n",
    "plot_field(p, xmax=xmax, ymax=ymax, view=(30, 225))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now pretty much use our previous implementation, although we will use `pd` instead of `pn` for consistency with the original. Our boundary conditions are even simpler since they are $0$ everywhere. Our source term is neatly wrapped in the symbol `b` and we can again use a Python-driven timestepping loop with switching buffers to repeatedly execute the operator we create."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Grid, Function, TimeFunction, Operator, configuration, Eq, solve\n",
    "\n",
    "# Silence the runtime performance logging\n",
    "configuration['log-level'] = 'ERROR'\n",
    "\n",
    "# Now with Devito we will turn `p` into `TimeFunction` object \n",
    "# to make all the buffer switching implicit\n",
    "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n",
    "p = Function(name='p', grid=grid, space_order=2)\n",
    "pd = Function(name='pd', grid=grid, space_order=2)\n",
    "p.data[:] = 0.\n",
    "pd.data[:] = 0.\n",
    "\n",
    "# Initialise the source term `b`\n",
    "b = Function(name='b', grid=grid)\n",
    "b.data[:] = 0.\n",
    "b.data[int(nx / 4), int(ny / 4)]  = 100\n",
    "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100\n",
    "\n",
    "# Create Laplace equation base on `pd`\n",
    "eq = Eq(pd.laplace, b, subdomain=grid.interior)\n",
    "# Let SymPy solve for the central stencil point\n",
    "stencil = solve(eq, pd)\n",
    "# Now we let our stencil populate our second buffer `p`\n",
    "eq_stencil = Eq(p, stencil)\n",
    "\n",
    "# Create boundary condition expressions\n",
    "x, y = grid.dimensions\n",
    "t = grid.stepping_dim\n",
    "bc = [Eq(p[x, 0], 0.)]\n",
    "bc += [Eq(p[x, ny-1], 0.)]\n",
    "bc += [Eq(p[0, y], 0.)]\n",
    "bc += [Eq(p[nx-1, y], 0.)]\n",
    "          \n",
    "# Now we can build the operator that we need\n",
    "op = Operator([eq_stencil] + bc)\n",
    "\n",
    "# Run the outer loop explicitly in Python\n",
    "for i in range(nt):\n",
    "    # Determine buffer order\n",
    "    if i % 2 == 0:\n",
    "        _p = p\n",
    "        _pd = pd\n",
    "    else:\n",
    "        _p = pd\n",
    "        _pd = p\n",
    "\n",
    "    # Apply operator\n",
    "    op(p=_p, pd=_pd)\n",
    "     \n",
    "plot_field(p.data, xmax=xmax, ymax=ymax, view=(30, 225))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nice, we get the same spikes as the pure NumPy implementation. But we still drive the time loop though Python, which is slow. So let's try and utilise Devito's time-stepping mechanism that we saw earlier for this \"pseudo-timestepping\". \n",
    "\n",
    "The trick here is to again use `TimeFunction` symbols, despite the lack of a time-dependence. This will cause Devito to allocate two grid buffers instead of one, which we can directly address them via the terms `p` and `p.forward`. This will now create an internal time loop in the kernel that we can again control by supplying the `time` argument to the create operator during invocation.\n",
    "\n",
    "One caveat, however, is that a `TimeFunction` symbol has an implicit time dimension `t`, so the symbol is denoted as `p(t, x, y)`. This entails that, when creating our boundary condition expressions, we now need honour the leading time dimension in the \"low-level\" notation, and ensure that we update the index `t + 1` (the equivalent to `u.forward`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.01 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Now with Devito we will turn `p` into `TimeFunction` object \n",
    "# to make all the buffer switching implicit\n",
    "p = TimeFunction(name='p', grid=grid, space_order=2)\n",
    "p.data[:] = 0.\n",
    "\n",
    "# Initialise the source term `b`\n",
    "b = Function(name='b', grid=grid)\n",
    "b.data[:] = 0.\n",
    "b.data[int(nx / 4), int(ny / 4)]  = 100\n",
    "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100\n",
    "\n",
    "# Create Laplace equation base on `p`\n",
    "eq = Eq(p.laplace, b)\n",
    "# Let SymPy solve for the central stencil point\n",
    "stencil = solve(eq, p)\n",
    "# Let our stencil populate the buffer `p.forward`\n",
    "eq_stencil = Eq(p.forward, stencil)\n",
    "\n",
    "# Create boundary condition expressions\n",
    "# Note that we now add an explicit \"t + 1\" for the time dimension.\n",
    "bc = [Eq(p[t + 1, x, 0], 0.)]\n",
    "bc += [Eq(p[t + 1, x, ny-1], 0.)]\n",
    "bc += [Eq(p[t + 1, 0, y], 0.)]\n",
    "bc += [Eq(p[t + 1, nx-1, y], 0.)]\n",
    "\n",
    "# We can even switch performance logging back on,\n",
    "# since we only require a single kernel invocation.\n",
    "configuration['log-level'] = 'INFO'\n",
    "          \n",
    "# Create and execute the operator for a number of timesteps\n",
    "op = Operator([eq_stencil] + bc)\n",
    "op(time=nt)\n",
    "     \n",
    "plot_field(p.data[0], xmax=xmax, ymax=ymax, view=(30, 225))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
